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AI Drives Next-Generation Melanoma Immunotherapies Toward In Vivo Testing

Researchers have created a multi-neoantigen vaccine blueprint alongside de novo protein binders that achieved precise T cell–mediated melanoma cell killing in vitro, now advancing into animal safety studies.

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Overview

  • AI-designed de novo protein “minibinders” enabled engineered T cells to eliminate NY-ESO-1–positive melanoma cells in vitro with high specificity.
  • An in silico vaccine construct combines eight AI-prioritized neoantigens with linkers and an adjuvant, showing strong predicted immunogenicity alongside allergenicity and toxicity filters.
  • The computational workflow uses RFdiffusion, sequence-generation models and virtual cross-reactivity screening to cut therapeutic design timelines from years to weeks.
  • Collaborating teams at DTU and partner institutes are gearing up for in vivo safety and efficacy assessments of both protein binders and vaccine constructs in animal models.
  • Investigators anticipate initial human trials within five years as part of a streamlined, personalized immunotherapy pipeline for melanoma.